arXiv cs.CLPaper
Speak for Me: Giving LLMs the Situational Awareness to Participate in a Meeting
The baseline is embarrassing: current LLM agents miss over half their speaking opportunities because they can't model meeting dynamics. CAPA's four-stage architecture addresses this with structured state tracking and contribution scoring. This matters for anyone building meeting assistants or real-time collaborative agents. The work is solid but the evaluation is limited to a single corpus, so the results may not generalize to real meetings.